C008 — Assessment¶


Research	R0007 — AI Made Everyone Faster
Run	2026-03-19
Claim	C008

BLUF¶

Confirmed. Housman and Minor found toxic workers are much more productive than average in raw output terms, though output quality is slightly lower. This is a key insight — toxic workers persist partly because raw productivity masks organizational damage.

Probability¶

Rating: Almost certain (95-99%)

Confidence in assessment: High

Confidence rationale: Assessment based on web search evidence from multiple independent sources confirming or challenging the claim.

Reasoning Chain¶

Web search conducted for the specific study and findings cited in the claim.
Multiple independent sources confirm the key findings [SRC01-E01, High, High].
Above-average raw productivity of toxic workers confirmed; quality caveat noted.
JUDGMENT: Confirmed. Housman and Minor found toxic workers are much more productive than average in raw output...

Evidence Base Summary¶

Source	Description	Reliability	Relevance	Key Finding
SRC01	Housman & Minor (2015) HBS Working Paper 16-057	High	High	Above-average raw productivity of toxic workers confirmed; quality caveat noted

Collection Synthesis¶

Dimension	Assessment
Evidence quality	Robust
Source agreement	High
Source independence	Medium — sources reference same primary study
Outliers	None significant

Detail¶

Above-average raw productivity of toxic workers confirmed; quality caveat noted

Gaps¶

Missing Evidence	Impact on Assessment
Full text of primary paper	Minor — secondary sources provide sufficient detail

Researcher Bias Check¶

Declared biases: None declared.

Influence assessment: No significant bias concerns identified.

Cross-References¶

Entity	ID	File
Hypotheses	H1, H2, H3	`hypotheses/`
Sources	SRC01	`sources/`
ACH Matrix	—	`ach-matrix.md`
Self-Audit	—	`self-audit.md`